{"product_id":"advances-in-domain-adaptation-theory-ievgen-redko-9781785482366","title":"Advances in Domain Adaptation Theory","description":"\u003cp\u003e\u003ci\u003eAdvances in Domain Adaptation Theory \u003c\/i\u003egives current, state-of-the-art results on transfer learning, with a particular focus placed on domain adaptation from a theoretical point-of-view. The book begins with a brief overview of the most popular concepts used to provide generalization guarantees, including sections on Vapnik-Chervonenkis (VC), Rademacher, PAC-Bayesian, Robustness and Stability based bounds. In addition, the book explains domain adaptation problem and describes the four major families of theoretical results that exist in the literature, including the Divergence based bounds. Next, PAC-Bayesian bounds are discussed, including the original PAC-Bayesian bounds for domain adaptation and their updated version. \u003c\/p\u003e \u003cp\u003eAdditional sections present generalization guarantees based on the robustness and stability properties of the learning algorithm. \u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Ievgen Redko,Emilie Morvant,Amaury Habrard\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 178548236X\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9781785482366\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Iste Press - Elsevier\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 08\/14\/2019\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 208\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Hardcover\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 0.99lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.00h x 6.00w x 0.50d","brand":"Ievgen Redko","offers":[{"title":"Hardcover","offer_id":48136896053503,"sku":"9781785482366","price":150.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_70a778c2-0731-4fb7-83f9-8cb45caa3ddd.jpg?v=1770165176","url":"https:\/\/www.whiterainbookhouse.com\/products\/advances-in-domain-adaptation-theory-ievgen-redko-9781785482366","provider":"WR Book House","version":"1.0","type":"link"}